EP3380826A1 - Method and system for determining ph values of fermented/acidified animal/vegetable milk products from inline optical measurements - Google Patents
Method and system for determining ph values of fermented/acidified animal/vegetable milk products from inline optical measurementsInfo
- Publication number
- EP3380826A1 EP3380826A1 EP16801451.2A EP16801451A EP3380826A1 EP 3380826 A1 EP3380826 A1 EP 3380826A1 EP 16801451 A EP16801451 A EP 16801451A EP 3380826 A1 EP3380826 A1 EP 3380826A1
- Authority
- EP
- European Patent Office
- Prior art keywords
- fermented
- acidified
- light
- vegetable milk
- milk product
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
- G01N21/47—Scattering, i.e. diffuse reflection
- G01N21/49—Scattering, i.e. diffuse reflection within a body or fluid
- G01N21/51—Scattering, i.e. diffuse reflection within a body or fluid inside a container, e.g. in an ampoule
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/75—Systems in which material is subjected to a chemical reaction, the progress or the result of the reaction being investigated
- G01N21/77—Systems in which material is subjected to a chemical reaction, the progress or the result of the reaction being investigated by observing the effect on a chemical indicator
- G01N21/78—Systems in which material is subjected to a chemical reaction, the progress or the result of the reaction being investigated by observing the effect on a chemical indicator producing a change of colour
- G01N21/80—Indicating pH value
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/02—Food
- G01N33/04—Dairy products
-
- A—HUMAN NECESSITIES
- A23—FOODS OR FOODSTUFFS; TREATMENT THEREOF, NOT COVERED BY OTHER CLASSES
- A23C—DAIRY PRODUCTS, e.g. MILK, BUTTER OR CHEESE; MILK OR CHEESE SUBSTITUTES; PREPARATION THEREOF
- A23C9/00—Milk preparations; Milk powder or milk powder preparations
- A23C9/12—Fermented milk preparations; Treatment using microorganisms or enzymes
- A23C9/13—Fermented milk preparations; Treatment using microorganisms or enzymes using additives
- A23C9/1307—Milk products or derivatives; Fruit or vegetable juices; Sugars, sugar alcohols, sweeteners; Oligosaccharides; Organic acids or salts thereof or acidifying agents; Flavours, dyes or pigments; Inert or aerosol gases; Carbonation methods
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
- G01N21/75—Systems in which material is subjected to a chemical reaction, the progress or the result of the reaction being investigated
- G01N21/77—Systems in which material is subjected to a chemical reaction, the progress or the result of the reaction being investigated by observing the effect on a chemical indicator
- G01N21/82—Systems in which material is subjected to a chemical reaction, the progress or the result of the reaction being investigated by observing the effect on a chemical indicator producing a precipitate or turbidity
Definitions
- the present invention is directed, in general, to the field of inline optical measurements.
- the invention relates to a method and system for determining pH values of fermented/acidified animal/vegetable milk products from inline optical measurements.
- Gel formation process involves the time that the fermented/acidified animal/vegetable milk product takes to gel from the addition of a starter culture in the milk product.
- the beginning of the gel formation process could be approximately estimated from the light backscatter profile by real time identification of the time parameter, f 2m ax, (first maximum of the second derivative of the light backscatter profile as a function of time).
- fermented/acidified animal milk is a milk product obtained by fermentation of milk, which contains starter microorganisms that shall be viable, active and abundant in the product to the date of minimum durability. Similar definition could also be applicable for fermented/acidified vegetable milk products.
- Yogurt is a category of fermented milk characterized by two specific starter cultures used for its fermentation: Streptococcus thermophilus and Lactobacillus delbrueckii subsp. bulgaricus. The requirement of viability of these microorganisms is the same than the one applied to fermented milks.
- yogurts Although fermented milk products such as yogurts were originally developed simply as a means of preserving the nutrients in milk, it was soon discovered that, by fermenting with different microorganisms, an opportunity existed to develop a wide range of products with different flavors, textures, consistencies and more recently, health attributes.
- Yogurts come in a variety of textures (e.g. liquid, set and stirred curd), fat contents (e.g. regular fat, low-fat and fat-free) and flavors (e.g. natural, fruit, cereal, chocolate), can be consumed as a snack or part of a meal, as well as a sweet or savory food.
- the fermentation process is the most important stage of yogurt manufacture.
- yogurt gel is formed, and its textural characteristics and distinct flavor are developed (Tamine and Robinson, 2007).
- the key factor of the fermentation process is the starter culture that acts through biochemical reactions and inductively causes the formation of the curd and the development of flavor components (Walstra et al., 2006a).
- the milk Once the milk has been inoculated, it will follow, one of two routes: it will be filled into pots for incubation as set yogurt or it will be fermented in a bulk tank (stirred yogurt). Once the pots for set yogurt have been filled, they will normally be heat-sealed with an aluminium foil lid and placed into holding trays containing up to 24 individual pots (150 ml_); for family pots of 500 mL the tray size may be limited to six. The trays are then transferred to an incubation room at 42-43°C or placed on a conveyor belt that slowly runs through a tunnel operated at the same temperature and followed by blast cooling (Tamime & Robinson, 1999; Anon., 2003).
- Stirred yogurt is, by contrast, filled into pots as the final retail product, and hence the base material is fermented in bulk.
- the biochemical reactions responsible for the formation of the gel/coagulum are exactly the same.
- stirred yogurts are, by contrast, the result of breaking the gel structure at the end of the incubation period and prior to cooling and further processing (Tamime & Robinson, 1999).
- thermophilic lactic acid bacteria i.e., Streptococcus subsp. thermophilus and Lactobacillus delbrueckii subsp. bulgaricus
- Bacterial fermentation converts lactose into lactic acid, which reduces the pH of milk.
- the pH decreases from 6.7 to ⁇ 4.6. Gelation occurs at pH 5.2 to 5.4 for milk that was given a high heat treatment (Lee and Lucey, 2010).
- casein-casein attractions increase due to increased hydrophobic and plus-minus (electrostatic) charge interactions (Home, 1998).
- the acidification process results in the formation of three-dimensional network consisting of clusters and chains of caseins (Mulvihill and Grufferty, 1995).
- Cooling of yogurt can be in one or two phases.
- One-phase cooling involves the rapid decrease of the coagulum temperature to less than 10°C, where the fermentation process is inhibited leading to yogurt with low viscosity.
- Two-phase cooling is initiated by rapidly decreasing the temperature to less than 20°C and then gradually reaching the storage temperature of 5°C leading to yogurt with an increased viscosity and limited syneresis. This is quite common in the yogurt manufacture process, especially when fruits are to be added (Walstra et al., 2006b).
- the determination of incubation time is an essential technical parameter in industrial yogurt production. Due to the complexity of the fermentation process and the great number of factors entangled in yogurt coagulation, prediction of the incubation step is difficult, so it is a common practice to control it empirically (Soukoulis et al, 2007).
- the end point of the fermentation process is usually defined by the pH value. When the pH end point is specified, by means of the final product quality profile, then online control of the fermentation process can be carried out by monitoring pH. Failure to control and monitor the pH end point leads to discoloration, excessive free whey and excess or insufficient tartness.
- the industrial pH measurement is usually performed in a discontinuous way. That is because milk protein represents the single biggest challenge for measuring pH in dairy applications.
- the milk proteins coat the pH sensor and distort or stop the measurement, additionally, use of glass electrodes is not acceptable in the food and beverage industry.
- the pH probe is sensitive to both drift and protein deposit, so a regular and extent (and therefore labor intensive) cleaning of the pH probe is thus necessary. This, together with the necessity of a recalibration at the start of each new batch of yogurt, makes pH measurement a cumbersome technique for continuous, inline process control of yogurt fermentation in industrial plants (de Brabandere and de Baerdemaeker, 1999).
- optical microscopic method was proposed by Lagaude et al. (2004) for determination of rennet visual flocculation and rheometric gel times and to observe simultaneously structural changes occurring during gel formation. Study of network formation has also been often realized using light scattering. In milk and, especially, in the visible and near infrared ranges, light scattering predominates over absorption. Light scattering is directly related to the rate of aggregation and curd firming if total casein concentration does not vary during the measurements. Indeed, use of optical fibers allows applying different optical configurations for sensor development. Conventional turbidity measurements were one of the first light scattering techniques proposed for monitoring network growth.
- a fiber optic sensor technology used to measure light dispersion has been demonstrated to be one of the most promising inline, nondestructive methods for monitoring milk coagulation (Payne et al., 1990, 1993). This technique has become commercially available for inline monitoring of cheese production.
- the use of two optical fibres spaced 0.7 mm apart to transport the light is a unique optical configuration that yields a strong signal proportional to the changes that occur in the protein structure during coagulation.
- Light from a light-emitting diode (LED) is transferred to the milk through a fibre, and the light backscattered (LB) from the milk is transmitted through an adjacent fibre to an optical detector.
- the LB signal contains information about aggregation of casein micelles and gel assembly during milk coagulation.
- the LB profile increases sigmoidally as milk coagulation proceeds for acid-, mixed-, or rennet-induced coagulation in cow, goat, and sheep milk (raw and skim) (Payne et al., 1993; Payne and Castillo, 2007; Nicolau et al., 2010).
- the LB ratio is generated by dividing the voltage from the sensor, V, by the voltage V 0 obtained by averaging over the period of 1 min after adding the enzyme.
- the LB ratio begins with a value of 1 and represents the increase in signal during coagulation.
- NIRS may provide a new way to determine when the fermentation is ready.
- NIR near-infrared
- EN data were used for online monitoring of yogurt and filmjolk (a Swedish yogurt-like sour milk) fermentations.
- the NIR signals were used to set up empirical partial least- squares (PLS) models for prediction of the cultures' pH and titratable acidity.
- PLS empirical partial least- squares
- Visible/near infrared spectroscopy (Vis/NIRs) technique was applied by Shao and He (2009) to evaluate sugar and pH value in different commercial brands of yogurt.
- PLS Partial least squares
- LS-SVM least squares support vector machine
- the correlation coefficient and the root mean square error of prediction for pH were 0.9208, 0.0327 respectively.
- Embodiments of the present invention provide according to a first aspect a method for determining pH values of fermented/acidified animal/vegetable milk products from inline optical measurements.
- the method comprises, as commonly in the field: emitting light into a fermented/acidified animal/vegetable milk product; optically detecting scattering light coming from said fermented/acidified animal/vegetable milk product, generated from said emitted light once received therein, to collect scattered light data; calculating by a computing device including one or more processors running an algorithm at least one value of a variable from the collected scattered light data; and obtaining, by said computing device a pH value of the fermented/acidified animal/vegetable milk product by using said at least one calculated value of a variable.
- the single wavelength used is comprised in the range of 700-1 100nm. In a preferred embodiment, the single wavelength is 880 nm.
- the calculation of said at least one value of a variable is performed when a gel formation process of the fermented/acidified milk product starts.
- said variable is a light backscatter ratio at a given time.
- following equation pH — a+bR , directly correlating the pH value and the light backscatter ratio, is used by said computing device, in which a, b, c and d are correlation coefficients. Moreover, the correlation coefficients may be adjusted by the computing device in said equation taking into account changes in parameters influencing the light backscatter ratio including at least a protein content, fat content and coagulation temperature of the fermented/acidified animal/vegetable milk product.
- the collecting of light data is performed a plurality of times, being the values of said variable calculated for each of said plurality of times.
- the fermented/acidified animal/vegetable milk product may be any of: yogurt, kumis or other fermented milks, acid-induced coagulation cheese, mixed-induced coagulation cheese and/or fermented/acidified almond, rice, soy and tiger nut vegetable milks, among others.
- fermented/acidified milk product may be any of a whole, skimmed or semi-skimmed fermented/acidified animal/vegetable milk product with or without any other authorized additional ingredient (i.e. fruit pieces, fiber, cereals, etc.).
- Embodiments of the present invention provide according to a second aspect a system for determining pH values of fermented/acidified animal/vegetable milk products from inline optical measurements.
- the system comprising light means for emitting light into a fermented/acidified animal/vegetable milk; optical detection means for optically detecting scattering light coming from said fermented/acidified animal/vegetable milk product, to collect scattered light data; and processing means included in a computing device for processing the collected scattered light data for calculating at least one value of a variable to be used to obtain a pH value of the fermented/acidified animal/vegetable milk product.
- said optical detection means are arranged and configured to collect the scattered light data at a single wavelength.
- said optical detection means includes an optical sensor operating under said single wavelength.
- the optical detection means may include optical adjustable means enabling to operate under said single wavelength.
- the processing means are configured for calculating said value of a variable by processing the collected scattered light data according to an algorithm configured to be run when a gel formation process of the fermented/acidified animal/vegetable milk product starts, said algorithm implementing the method steps of the first aspect of the invention.
- the light means may comprise a first optical fibre and a light source, such as a LED or a xenon flash lamp among others, arranged for emitting light into said gel through said first optical fibre, said optical detection means comprises a second optical fibre placed adjacent to said first optical fibre and an optical detector arranged for receiving the light transmitted through said second optical fibre coming from the gel, converting them into electrical signals, corresponding to said collected light data, and delivering said electrical signals to the processing means.
- a light source such as a LED or a xenon flash lamp among others
- Fig. 1 is a flow diagram illustrating an example of a method for determining pH values of fermented/acidified animal/vegetable milk products from inline optical measurements according to one embodiment of the present invention.
- Fig. 2 Schematic of the coagulation measurement apparatus used to measure near infrared light backscatter (R) during milk coagulation (Tabayehnejad et al., 201 1 ).
- Fig. 3 Measured vs Predicted pH during yogurt fermentation at 43 °C with 2% of inoculum.
- Fig. 4 is an illustration representing light backscatter ratio evolution as a function of time for different wavelengths.
- Present invention provides a method and a system for determining pH values of fermented/acidified animal/vegetable milk products from inline optical measurements.
- the proposed invention requires simpler equipment, which is easy to calibrate and clean, not expensive, and which can work, for the practical applications, based only on empirical parameters, obtained by calibration in real conditions.
- Fig. 1 shows therein an embodiment of a method 100 for determining pH values of fermented/acidified animal/vegetable milk products from inline optical measurements.
- the method 100 includes, step 101 , emitting light into a fermented/acidified animal/vegetable milk product. Then, at step 102, scattering light from the fermented/acidified animal/vegetable milk product is optically detected to collect, at a single wavelength, scattered light data. At that time, step 103, at least one value of a variable is calculated (by a computing device with at least one processor running an algorithm) from the collected scattered light data. Finally, at step 104, a pH value of the fermented/acidified animal/vegetable milk product is obtained by using said calculated value.
- the single wavelength is chosen at 880 nm, not limitative, as in the proposed method the single wavelength may have any value comprised in the range of 700-1 100 nm. Even, the single wavelength can be chosen to have any value comprised in a broader range, for instance 500-1200nm. As it can be observed in Fig. 4, a range of wavelengths exists around 900 nm were light backscatter ratio increases sigmoidally during coagulation; therefore, in the proposed method the single wavelength can be chosen to have any value comprised in said ranges.
- present invention may directly correlate the evolution of the light backscatter ratio (R) with the pH and use a mathematical function to adjust the curve of that relationship.
- R light backscatter ratio
- the proposed method adjusts only the curve from pH ⁇ 5.2, because around that pH, gelation starts and light backscatter ratio increases significantly, as particle size increases during network formation due to casein micelle cross-linking.
- said mathematical function is a+bR
- the fermented/acidified animal/vegetable milk product is a low-fat yogurt (not limitative as present invention is also useful for kumis or other fermented milks, acid- induced coagulation cheese, mixed-induced coagulation cheese and/or fermented/acidified almond, rice, soy and tiger nut vegetable milks, among many other milk products).
- a complete randomized factorial design with three replicates is used to evaluate the proposed equation for optical prediction of pH values using equation (3) during fermentation of low-fat yogurt with inulin as fat replacer.
- Yogurt fermentation tests were conducted with three fat concentrations (0.4, 1.6 and 3.6%) and three inulin levels (0, 1 .6 and 3.2%).
- the coagulation process was monitored using an inline light backscatter sensor operated at 880 nm. The whole experiment was run in triplicate. The changes occurred in the protein structure during milk coagulation were correlated to the signal changes derived from the optical sensor and the light backscatter ratio increased as aggregation and gel assembly proceeded.
- FIG. 2a side view, left, and end view, right
- the device D has two vats V1 , V2 of 98 mL (Fig. 2a) capacity to monitor coagulation in two samples simultaneously and make accurate comparisons.
- the device D has a water tank surrounding the vats V1 , V2 with a water thermistor Tw placed therein, a water input Wi and a water output Wo for the water tank, vats thermistors T1 , T2, optical fibres pairs R1 , R2, and an upper cap C, for each vat V1 , V2, with a pH port P1 and a stir port P2.
- FIG. 2b shows the setup of the entire laboratory measurement, where an electronic system SE, which is controlled by a computer PC, has several inputs connected to, respectively, water thermistor Tw, vats thermistors T1 , T2, optical fibres pairs R1 , R2 for emitting light and receiving the scattered light to be detected by corresponding light detectors (not shown).
- This sensor transmitted near infrared light at 880 nm through two 600 ⁇ diameter fibers.
- One fiber transmitted infrared radiation into the milk sample while the other fiber transmitted the radiation scattered by the milk particles to a silicon photo-detector.
- the optic sensor was zeroed by excluding light and adjusting the output voltage to 1 V.
- Response data were collected every 2 s.
- the initial voltage response (Vo) was calculated by averaging the first ten data points after correction for 1 V offset.
- the optical data generated in the vats were collected at intervals of 6 s.
- the light backscatter profile was calculated by dividing the voltage output from the detector by the average of the first ten voltage data points collected after the enzyme addition, according to the procedure described by Castillo et al. (2000).
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- Chemical & Material Sciences (AREA)
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- Life Sciences & Earth Sciences (AREA)
- Physics & Mathematics (AREA)
- Biochemistry (AREA)
- Analytical Chemistry (AREA)
- Engineering & Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Immunology (AREA)
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- Food Science & Technology (AREA)
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Abstract
Description
Claims
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| EP15196442 | 2015-11-26 | ||
| PCT/EP2016/078712 WO2017089483A1 (en) | 2015-11-26 | 2016-11-24 | Method and system for determining ph values of fermented/acidified animal/vegetable milk products from inline optical measurements |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| EP3380826A1 true EP3380826A1 (en) | 2018-10-03 |
| EP3380826B1 EP3380826B1 (en) | 2025-03-12 |
Family
ID=54705114
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| EP16801451.2A Active EP3380826B1 (en) | 2015-11-26 | 2016-11-24 | Method and system for determining ph values of fermented/acidified animal/vegetable milk products from inline optical measurements |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US11041805B2 (en) |
| EP (1) | EP3380826B1 (en) |
| WO (1) | WO2017089483A1 (en) |
Families Citing this family (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US7630763B2 (en) | 2005-04-20 | 2009-12-08 | Cardiac Pacemakers, Inc. | Thoracic or intracardiac impedance detection with automatic vector selection |
| CN107843590B (en) * | 2017-11-23 | 2020-07-28 | 西北农林科技大学 | A kind of qualitative detection and identification method of fresh cow and goat milk blending |
| US11044922B2 (en) | 2019-04-08 | 2021-06-29 | Reflectronics, Inc. | Milk coagulation process control technology |
Family Cites Families (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP0947822A1 (en) | 1998-04-02 | 1999-10-06 | Stichting Nederlands Instituut voor Zuivelonderzoek | Arrangement and method to apply diffusing wave spectroscopy to measure the properties of multi-phase systems, as well as the changes therein |
| US7892584B2 (en) | 2007-04-25 | 2011-02-22 | University College Dublin, National University Of Ireland | Online, continuous sensor and method for curd moisture content control in cheese making |
| US8072596B2 (en) * | 2008-04-09 | 2011-12-06 | S.A.E. Afikim Milking System Agricultural Cooperative Ltd | System and method for on-line analysis and sorting of milk coagulation properties |
| EP3036527B1 (en) | 2013-07-02 | 2018-04-18 | Universitat Autònoma De Barcelona | A method and a system for determining gel firmness values from inline optical measurements |
| US9983184B2 (en) | 2013-09-20 | 2018-05-29 | Reflectonics, Inc. | Using fluorescence measurements for characterizing protein gel-firming processes |
-
2016
- 2016-11-24 EP EP16801451.2A patent/EP3380826B1/en active Active
- 2016-11-24 WO PCT/EP2016/078712 patent/WO2017089483A1/en not_active Ceased
- 2016-11-24 US US15/778,402 patent/US11041805B2/en active Active
Also Published As
| Publication number | Publication date |
|---|---|
| WO2017089483A1 (en) | 2017-06-01 |
| US11041805B2 (en) | 2021-06-22 |
| US20180340887A1 (en) | 2018-11-29 |
| EP3380826B1 (en) | 2025-03-12 |
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